Java EE and .NET Interoperability addresses issues encountered during the integration process, such as a diverse technology set, incompatible APIs, and disparate environment maintenance. The experienced authors outline strategies, approaches, and best practices, including messaging, Web services, and integration-related frameworks and patterns. The book also introduces readers to Service Oriented Architecture (SOA), the building block for scalable and reliable enterprise integration solutions. This indispensable book provides the Java EE and .NET developer community with multiple strategies to integrate between Java EE and .NET platforms that save developers time and effort. Applying proven interoperability solutions significantly reduces the application development cycle. Coverage includes · Effective Java EE—.NET integration strategies and best practices · Detailed enterprise coverage, as well as standalone Java EE component integration with .NET · SOA as a building block for Java EE—.NET interoperability · Interoperability security issues and risk mitigation · Managing reliability, availability, and scalability for Web services built on Java EE and .NET · The latest interoperability standards and specifications, including Web SSO MEX and WS-Management · Current interoperability technologies, such as Windows Communication Foundation, WSE 3.0, JAX-WS, and Enterprise Service Bus
Muddy pup, you need a scrub. Your bath is ready, jump in the tub! Goodnight, pup. Goodnight, owl. Its time for bed. Join Owl as he wishes his animal friends goodnight.
Generalized Linear Mixed Models: Modern Concepts, Methods, and Applications (2nd edition) presents an updated introduction to linear modeling using the generalized linear mixed model (GLMM) as the overarching conceptual framework. For students new to statistical modeling, this book helps them see the big picture – linear modeling as broadly understood and its intimate connection with statistical design and mathematical statistics. For readers experienced in statistical practice, but new to GLMMs, the book provides a comprehensive introduction to GLMM methodology and its underlying theory. Unlike textbooks that focus on classical linear models or generalized linear models or mixed models, this book covers all of the above as members of a unified GLMM family of linear models. In addition to essential theory and methodology, this book features a rich collection of examples using SAS® software to illustrate GLMM practice. This second edition is updated to reflect lessons learned and experience gained regarding best practices and modeling choices faced by GLMM practitioners. New to this edition are two chapters focusing on Bayesian methods for GLMMs. Key Features: • Most statistical modeling books cover classical linear models or advanced generalized and mixed models; this book covers all members of the GLMM family – classical and advanced models. • Incorporates lessons learned from experience and on-going research to provide up-to-date examples of best practices. • Illustrates connections between statistical design and modeling: guidelines for translating study design into appropriate model and in-depth illustrations of how to implement these guidelines; use of GLMM methods to improve planning and design. • Discusses the difference between marginal and conditional models, differences in the inference space they are intended to address and when each type of model is appropriate. • In addition to likelihood-based frequentist estimation and inference, provides a brief introduction to Bayesian methods for GLMMs. Walt Stroup is an Emeritus Professor of Statistics. He served on the University of Nebraska statistics faculty for over 40 years, specializing in statistical modeling and statistical design. He is a Fellow of the American Statistical Association, winner of the University of Nebraska Outstanding Teaching and Innovative Curriculum Award and author or co-author of three books on mixed models and their extensions. Marina Ptukhina (Pa-too-he-nuh), PhD, is an Associate Professor of Statistics at Whitman College. She is interested in statistical modeling, design and analysis of research studies and their applications. Her research includes applications of statistics to economics, biostatistics and statistical education. Ptukhina earned a PhD in Statistics from the University of Nebraska-Lincoln, a Master of Science degree in Mathematics from Texas Tech University and a Specialist degree in Management from The National Technical University "Kharkiv Polytechnic Institute." Julie Garai, PhD, is a Data Scientist at Loop. She earned her PhD in Statistics from the University of Nebraska-Lincoln and a bachelor’s degree in Mathematics and Spanish from Doane College. Dr Garai actively collaborates with statisticians, psychologists, ecologists, forest scientists, software engineers, and business leaders in academia and industry. In her spare time, she enjoys leisurely walks with her dogs, dance parties with her children, and playing the trombone.
In this compact and illuminating study of the evolving theoretical framework informing psychoanalytic work with couples, the authors highlight concepts that have been most drawn upon in developing dynamic couple therapy. They chart the shifting emphasis away from interpreting and reconstructing the past towards approaches that engage partners and therapists in constructing and reflecting on their encounters with each other in the present. The triangular space that is created through this process contains therapists as well as the couples with whom they talk, and invites us to revisit the essential nature of the therapeutic conversation in this light. A thoughtful and fascinating book that will interest everyone who is keen to understand the interior world of couple psychotherapy.
Pathology of Small Mammal Pets presents a ready reference for veterinarians, veterinary pathologists, and technicians who work with small mammal companion animals. Provides up-to-date, practical information on common disease conditions in small mammal companion animals Offers chapters logically organized by species, with comprehensive information on diagnosing diseases in each species Takes a practical, system-based approach to individual disease conditions Covers clinical signs, laboratory diagnostics, gross pathology, histopathology, and differential diagnoses in detail Includes relevant information for conventional breeding operations and breeding facilities, with strategies for disease management in herds and colonies Features information on normal anatomy in included species to assist in recognizing pathology
This revolutionary guide to real change introduces microsteps—tiny, science-backed changes that will help you get your life back on track. Live the life you want, not the life you settle for. Helping people build healthy new habits that improve their lives is more important than ever. Arianna Huffington launched Thrive Global to do just that--Thrive's specific mission is to end the epidemic of stress and burnout and help individuals and companies unlock their greatest potential. Science continues to show that we don't have to sacrifice our well-being in order to succeed; in fact, it turns out that well-being is critical to peak performance. Learning to thrive means: Moving from awareness to action - from knowing what to do to actually doing it Embracing solutions that appeal to wisdom, wonder, intuition, reflection, and are steeped in science Taking the time to rest and recover in order to fuel and maximize productivity, both personal and professional Making the mindset shifts and habit changes that supercharge performance in ways that truly matter to us Eschewing trendy self-care fixes or the latest health fads, Your Time to Thrive is the revolutionary guide to living and working based on Microsteps--tiny, science-backed changes. By making them too-small-to fail, we can incorporate them into our daily lives right away, and begin building healthier ways of living and working. This book is a Microstep bible. With chapters dedicated to sleep, nutrition, movement, focus and prioritization, communication and relationships, unplugging and recharging, creativity and inspiration, and purpose/meaning, Your Time to Thrive shares practical, usable, research-supported mini-habits that will yield huge benefits and empower people to truly thrive in all parts of their lives.
What are corporations, and to whom are they responsible? Anthropologist Marina Welker draws on two years of research at Newmont Mining Corporation’s Denver headquarters and its Batu Hijau copper and gold mine in Sumbawa, Indonesia, to address these questions. Against the backdrop of an emerging Corporate Social Responsibility movement and changing state dynamics in Indonesia, she shows how people enact the mining corporation in multiple ways: as an ore producer, employer, patron, promoter of sustainable development, religious sponsor, auditable organization, foreign imperialist, and environmental threat. Rather than assuming that corporations are monolithic, profit-maximizing subjects, Welker turns to anthropological theories of personhood to develop an analytic model of the corporation as an unstable collective subject with multiple authors, boundaries, and interests. Enacting the Corporation demonstrates that corporations are constituted through continuous struggles over relations with—and responsibilities to—local communities, workers, activists, governments, contractors, and shareholders.
From reflections of three hundred years of history to expressions of the most modern design, Architecture Walks guides readers on a tour of nearly one hundred inspiring, informative, and aesthetically intriguing architectural treasures in and around New York and the surrounding area, including Connecticut, New Jersey, the eastern edge of Pennsylvania, and Delaware. This book also incorporates descriptions of architectural styles, suggestions for special adventures, lists of jaunts arranged by architect or designer, architectural style, and particular types of sites, and forty photos.
This book examines economic transfers across generations and genders from a European perspective. It addresses key challenges that contemporary societies face in regards to ageing, welfare sustainability, and intergenerational and gender equity. Coverage also offers important insights into an often invisible side of the economy, namely the contribution of women who because of the gender contract largely engage in unpaid work in the household. The book presents a detailed analysis of resource reallocation across population members in Italy, which encompasses the age and the gender perspective, the public and the private sector, and the market and non-market dimensions of the Italian economy. This innovative and comprehensive case study presents valuable information on how intergenerational obligations are split between the family and the state. The author also explores the possible economic consequences of future ageing by using demographic projections and estimated age profiles of production and consumption. By incorporating services originating from unpaid work in its analysis, this monograph corrects the traditional under-evaluation of the ways homemakers contribute to the economy and offers an important addition to studies on generational economy, the National Transfer Accounts project in particular. The methods presented inside, though using data specific to Italy, are relevant for all European countries and will appeal to readers with an interest in welfare studies and policies.
For much of the later nineteenth-century Britain regarded Russia as its main international rival, particularly as regarded the security of its colonial possessions in India. Yet, by 1907 Russia's political revolution, financial collapse and military defeat by Japan, transformed the situation, resulting in an Anglo-Russian rapprochement. As this book makes clear, whilst international affairs lay at the root of this new relationship, personal factors also played an important role in reversing many years of mutual animosity and suspicion. In particular the study explores the influence of the liberal anglophile Count Aleksandr Benckendorff, the Russian ambassador in London between 1903 and 1916. By 1905, Russia's multiple weaknesses required a prolonged period of external peace by eliminating frictions with the principal rival powers, Britain and Germany, while France and Britain realised that a British rapprochement with Russia would be necessary to counter Germany's power. Benckendorff, as one of the most important figures in the Russian diplomatic service, persuaded Nicholas II and his Foreign Minister, V.N. Lamsdorff, to drop their objections to various long-standing British demands in order to pave the way for a Triple Entente. Although the overarching Russian strategy was conceived as 'balancing' the imperial rivalries of Britain and Germany, numerous factors - not least Benckendorff's energetic pro-British stance - upset the scales and resulted in a stand-off with the Central Powers. Demonstrating how Benckendorff's fear of losing Britain's friendship made him oppose all Russia's efforts at improving Russo-German relations, this book underlines the pro-Entente policy’s role in setting Russia on the road to war. For when the Sarajevo crisis struck; there was now no hope of appealing to German goodwill to help defuse the situation. Instead Russia's status within the Entente depended on a show of determination and strength, which lead inexorably to a disaster o
In 1958, mankind's centuries-long flirtation with space flight became a torrid love affair. For a decade, tens of millions of people were enraptured -- first, by the U.S.-Soviet race to the moon, and finally, as America outstripped its rival, by Project Apollo alone. It is now more than three decades since the last man walked on the moon...more time than between the first moonwalk and the beginning of World War II. Apollo did not, as had been promised by a generation of visionaries, herald the beginning of the Space Age, but its end. Or did it? Project Apollo, like a cannonball, reached its apogee and returned to earth, but the trajectory of that return was complex. America's atmosphere -- its economic, scientific, and cultural atmosphere -- made for a very complicated reentry that produced many solutions to the trajectory problem. Rocket Dreams is about those solutions...about the places where the space program landed. In Rocket Dreams, an extraordinarily talented young writer named Marina Benjamin will take you on a journey to those landing sites. A visit with retired astronauts at a celebrity autograph show is a starting point down the divergent paths taken by the pioneers, including Edgar Mitchell, founder of the "church" of Noëtic Sciences. Roswell, New Mexico is a landing site of a different order, the "magnetic north" of UFO belief in the United States -- a belief that began its most dramatic growth precisely at the time that the path of the space program began its descent. In the vernacular, the third law of motion states that what goes up, must come down. Thus the tremendous motive force that energized the space program didn't just vanish; it was conserved and transformed, making bestsellers out of fantasy literature, spawning Gaia, and giving symbolism to the environmental movement. Everything from the pop cultural boom in ufology to the worldwide Search for Extra-Terrestrial Intelligence (SETI) feeds on the energy given off by America's leap toward space. Rocket Dreams is an eloquent tour of this Apollo-scarred landscape. It is also an introduction to some of the most fascinating characters imaginable: Some long dead, like the crackpot visionary Alfred Lawson, who saw in space flight a new stage of human evolution ("Alti-Man"), or Robert Goddard, the father of rocketry, whose workshop in Roswell stands only half a mile from shops selling posters of alien visitors. Others are very much alive -- like Stewart Brand, creator of the Whole Earth Catalog and partner with Gerard O'Neill in the drive to build free-floating space colonies, and SETI astronomer Seth Shostak, who has spent decades listening to the skies, hoping for the first contact with another intelligent species. Perceptive, original, and wonderfully written, informed by history, science, and an acute knowledge of popular culture, Rocket Dreams is a brilliant book by a remarkable talent.
Given today’s heightened competition between national economies in the global marketplace, many have come to believe that government intervention is needed in order for a country to maximize its economic well-being. But to what extent can even the most capable government act to attract investment and enhance economic growth without creating or exacerbating conflicts in society—especially when unpopular measures, such as those aimed at controlling inflation and population growth, must be implemented? This timely book by an international team of economists and political scientists tackles that question head on. The contributors draw on theory and empirical data to provide a framework for measuring governments’ ability to gather material resources and mobilize populations. They analyze a variety of policy choices made in the United States and in other nations arond the world during the past fifty years, showing how states can increase their political capacity and thereby reduce economic transaction costs and domestic resistance to government goals.
This collection of original essays presents new ways of looking at Cervantes’ final novel. Persiles, a work that engages with geopolitical models of race, ethnicity, nation, and religion, takes its inspiration from the highly influential Ethiopian Story (the Aithiopika) of Heliodorus. With particular relevance to the period, the Persiles questions the issue of cultural pluralism in the Spanish empire and emphasizes the need to rethink the radically altered category of lo bárbaro/the barbarian (which included not only the Jew, the Muslim, and the Gypsy, but also the criollo, the mestizo, and the indiano), a new multiracial and multiethnic reality that posed a profound challenge to early modern Spain. The contributors offer a range of perspectives in spatial theory, psychology and subjectivity, visual culture, and literary theory.
This book presents a guide to building computational gene finders, and describes the state of the art in computational gene finding methods, with a focus on comparative approaches. Fully updated and expanded, this new edition examines next-generation sequencing (NGS) technology. The book also discusses conditional random fields, enhancing the broad coverage of topics spanning probability theory, statistics, information theory, optimization theory and numerical analysis. Features: introduces the fundamental terms and concepts in the field; discusses algorithms for single-species gene finding, and approaches to pairwise and multiple sequence alignments, then describes how the strengths in both areas can be combined to improve the accuracy of gene finding; explores the gene features most commonly captured by a computational gene model, and explains the basics of parameter training; illustrates how to implement a comparative gene finder; examines NGS techniques and how to build a genome annotation pipeline.
This is an original work, meticulously researched, rich in detail, and written in a clear and – here and there – refreshingly pungent style. (...) I regard it as a first-rate contribution to the diplomatic methods of the 100 years before the First World War." - G.R. Berridge, Emeritus Professor of International Politics, University of Leicester "Marina Soroka has made exceptional use of Russian manuscript sources from among imperial archives and family papers to enrich a well-grounded perspective of the European watering place as a forum for brokering national destinies and forging political careers." - Jonathan Keates, Times Literary Supplement "At times captivating like a novel, The Summer Capitals of Europe narrates the role of spas in the geopolitical set-up of nineteenth-century Europe." - Corriere della Sera "an important and overdue contribution" - Ben Anderson, Keele University, English Historical Review This book is about the European health spas of the nineteenth century: what they were, how they operated, what life was like there and how their functions evolved to the point where their original medicinal purpose was relegated to a secondary place by the unintended uses of spas as stages of social and political interactions. These popular resorts were nicknamed ‘the summer capitals of Europe’ because of the tendency of nations’ governing classes to gather there. Every summer between 1814 and 1914 (and in a few cases during World War I) continental watering places became a microcosm of cosmopolitan aristocratic Europe, incorporating its conventions, tastes, concerns and interests. As the nineteenth century advanced, fashionable watering stations increasingly became associated with social bonding, matchmaking, pleasure, career building, conspicuous consumption and diplomatic activity that took place during the high season.
This book covers all aspects of research into the welfare of dairy, veal and beef cattle, covering behavior, nutrition and feeding, housing and management, stockmanship, and stress physiology, as well as transport and slaughter. It also offers a detailed and critical analysis of the main indicators of animal welfare and covers the main threats to animal welfare in modern cattle production systems.
The complete art-lovers guide to all the known and unknown art in New York City. Art on Sight: The Best Outings In and Near New York City invites readers to see public art in a wide variety of venues and applications. Covering the five boroughs of New York City and nearby sites close to the city, it features information on sculpture gardens, lobby art, underground art, cemetery art, stained glass windows, ethnic art, art auction houses and design centers. Each site description includes complete directions, web sites and information concerning hours, fees and other pertinent details.
World War I created a set of forces that affected the political arrangements and economies of all the countries involved. This period in global economic history between World War I and II offers rich material for studying international monetary and sovereign debt policies. Debt and Entanglements between the Wars focuses on the experiences of the United States, United Kingdom, four countries in the British Commonwealth (Australia, New Zealand, Canada, Newfoundland), France, Italy, Germany, and Japan, offering unique insights into how political and economic interests influenced alliances, defaults, and the unwinding of debts. The narratives presented show how the absence of effective international collaboration and resolution mechanisms inflicted damage on the global economy, with disastrous consequences.
This thoughtful study challenges a number of widespread assumptions about the role of Catholicism in Mexican history by examining two related Catholic charities: the male Society of St. Vincent de Paul and the Ladies of Charity of St. Vincent de Paul. With thousands of volunteers, these lay groups not only survived the liberal reforms of the mid-nineteenth century but thrived, offering educational, medical, and other services to hundreds of thousands of poor people. Arrom stresses the prominence of women among the volunteers, showing the many ways that Catholicism promoted Mexican modernization rather than being an obstacle to it. Moreover, by reinserting religion into public life, these organizations defied the secularizing policies of the Mexican government. By comparing the male and female organizations collectively, the work shows that the relationship between gender, faith, and charity was much more complicated than is usually believed, with devout men and women supporting the Catholic project in complementary ways.
Marina Jenkyns conveys the excitement of working therapeutically with dramatic text though a personal and highly readable analysis of plays from a variety of periods and cultures. Influenced by the theories of Winnicott and Klein she lays bare the dynamics of relationships and plots to show how they can be used to help us understand our own relationships to each other and the world around us. This highly innovative text integrates therapeutic practice and literature in an engaging and challenging book which will hold the attention of a wide audience. This book contains new ideas for dramatherapy practice, theatre directors and teachers.
The five-volume set LNCS 3980-3984 constitutes the refereed proceedings of the International Conference on Computational Science and Its Applications, ICCSA 2006, held in Glasgow, UK in May 2006.The five volumes present a total of 664 papers selected from over 2300 submissions. The papers present a wealth of original research results in the field of computational science, from foundational issues in computer science and mathematics to advanced applications in virtually all sciences making use of computational techniques. The topics of the refereed papers are structured according to the five major conference themes: computational methods, algorithms and applications high performance technical computing and networks advanced and emerging applications geometric modelling, graphics and visualization information systems and information technologies.Moreover, submissions from 31 Workshops and technical sessions in the areas, such as information security, mobile communication, grid computing, modeling, optimization, computational geometry, virtual reality, symbolic computations, molecular structures, Web systems and intelligence, spatial analysis, bioinformatics and geocomputations, contribute to this publication.
For much of the later nineteenth-century Britain regarded Russia as its main international rival, particularly as regarded the security of its colonial possessions in India. Yet, by 1907 Russia's political revolution, financial collapse and military defeat by Japan, transformed the situation, resulting in an Anglo-Russian rapprochement. As this book makes clear, whilst international affairs lay at the root of this new relationship, personal factors also played an important role in reversing many years of mutual animosity and suspicion. In particular the study explores the influence of the liberal anglophile Count Aleksandr Benckendorff, the Russian ambassador in London between 1903 and 1916. By 1905, Russia's multiple weaknesses required a prolonged period of external peace by eliminating frictions with the principal rival powers, Britain and Germany, while France and Britain realised that a British rapprochement with Russia would be necessary to counter Germany's power. Benckendorff, as one of the most important figures in the Russian diplomatic service, persuaded Nicholas II and his Foreign Minister, V.N. Lamsdorff, to drop their objections to various long-standing British demands in order to pave the way for a Triple Entente. Although the overarching Russian strategy was conceived as 'balancing' the imperial rivalries of Britain and Germany, numerous factors - not least Benckendorff's energetic pro-British stance - upset the scales and resulted in a stand-off with the Central Powers. Demonstrating how Benckendorff's fear of losing Britain's friendship made him oppose all Russia's efforts at improving Russo-German relations, this book underlines the pro-Entente policy’s role in setting Russia on the road to war. For when the Sarajevo crisis struck; there was now no hope of appealing to German goodwill to help defuse the situation. Instead Russia's status within the Entente depended on a show of determination and strength, which lead inexorably to a disaster of the Great War.
Java EE and .NET Interoperability addresses issues encountered during the integration process, such as a diverse technology set, incompatible APIs, and disparate environment maintenance. The experienced authors outline strategies, approaches, and best practices, including messaging, Web services, and integration-related frameworks and patterns. The book also introduces readers to Service Oriented Architecture (SOA), the building block for scalable and reliable enterprise integration solutions. This indispensable book provides the Java EE and .NET developer community with multiple strategies to integrate between Java EE and .NET platforms that save developers time and effort. Applying proven interoperability solutions significantly reduces the application development cycle. Coverage includes · Effective Java EE—.NET integration strategies and best practices · Detailed enterprise coverage, as well as standalone Java EE component integration with .NET · SOA as a building block for Java EE—.NET interoperability · Interoperability security issues and risk mitigation · Managing reliability, availability, and scalability for Web services built on Java EE and .NET · The latest interoperability standards and specifications, including Web SSO MEX and WS-Management · Current interoperability technologies, such as Windows Communication Foundation, WSE 3.0, JAX-WS, and Enterprise Service Bus
This work aims to engage with the complexities surrounding evaluations of ethnic and national identity - a focus of recent interest by scholars from a range of disciplines including political science, anthropology and economics - through a case study of Chinese migration to and settlement in Mauritius. The book investigates the complex mechanisms and processes involved in the transplantation of groups of people within the colonial context, and in particular seeks to create a tableau within which the construction of a mythology of migration is set against the realities of negotiation and communication with the wider society.
Collective Actions is one of the most significant artistic practices to emerge from Moscow Conceptualism. The group's enigmatic idea of 'Empty action' is the focal point for Marina Gerber's exploration of this practice in relation to labour in the late Soviet Union. Based on interviews with members of the group (Monastyrski, Panitkov, Alexeev, Makarevich, Elagina, Romashko, Hänsgen and Kiesewalter) she exposes the relation between their jobs, their individual art practices and their contribution to the collective in the context of post-Stalinist debates on labour and free time. Departing from the mundane fact that Collective Actions' practice took place in free time from work for the Soviet State, Gerber identifies Empty action as a form of 'art after work'.
Revised version of the work originally published in Russian under title: Homo imperii: istori'ia fizicheskoi antropologii v Rossii (kone'ts XIX--nachalo XX veka).
Lit Hub's Most Anticipated of 2021 A beautiful and engaging guide to global warming’s impacts around the world “The direction in which our planet is headed isn't a good one, and most of us don’t know how to change it. The bad news is that we will experience great loss. The good news is that we already have what we need to build a better future.” —from the introduction Our planet is in peril. Seas are rising, oceans are acidifying, ice is melting, coasts are flooding, species are dying, and communities are faltering. Despite these dire circumstances, most of us don’t have a clear sense of how the interconnected crises in our ocean are affecting the climate system, food webs, coastal cities, and biodiversity, and which solutions can help us co-create a better future. Through a rich combination of place-based storytelling, clear explanations of climate science and policy, and beautifully rendered maps that use a unique ink-on-dried-seaweed technique, The Atlas of Disappearing Places depicts twenty locations across the globe, from Shanghai and Antarctica to Houston and the Cook Islands. The authors describe four climate change impacts—changing chemistry, warming waters, strengthening storms, and rising seas—using the metaphor of the ocean as a body to draw parallels between natural systems and human systems. Each chapter paints a portrait of an existential threat in a particular place, detailing what will be lost if we do not take bold action now. Weaving together contemporary stories and speculative “future histories” for each place, this work considers both the serious consequences if we continue to pursue business as usual, and what we can do—from government policies to grassroots activism—to write a different, more hopeful story. A beautiful work of art and an indispensable resource to learn more about the devastating consequences of the climate crisis—as well as possibilities for individual and collective action—The Atlas of Disappearing Places will engage and inspire readers on the most pressing issue of our time. Locations include: Houston, Texas Shanghai, China Hamburg, Germany San Juan, Puerto Rico New York City, New York Pisco, Peru Kisite, Kenya Kure Atoll, Hawaii Camden, Maine The Cook Islands San Francisco, California Norfolk, Virginia Bến Tre, Vietnam Ise, Japan Gravesend, United Kingdom
Best practices for addressing the bias and inequality that may result from the automated collection, analysis, and distribution of large datasets. Human-centered data science is a new interdisciplinary field that draws from human-computer interaction, social science, statistics, and computational techniques. This book, written by founders of the field, introduces best practices for addressing the bias and inequality that may result from the automated collection, analysis, and distribution of very large datasets. It offers a brief and accessible overview of many common statistical and algorithmic data science techniques, explains human-centered approaches to data science problems, and presents practical guidelines and real-world case studies to help readers apply these methods. The authors explain how data scientists’ choices are involved at every stage of the data science workflow—and show how a human-centered approach can enhance each one, by making the process more transparent, asking questions, and considering the social context of the data. They describe how tools from social science might be incorporated into data science practices, discuss different types of collaboration, and consider data storytelling through visualization. The book shows that data science practitioners can build rigorous and ethical algorithms and design projects that use cutting-edge computational tools and address social concerns.
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